{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#多维数组的索引和切片(作业名称)\n",
    "\n",
    "---\n",
    "个人信息:  \n",
    "- 姓名: 王续龙\n",
    "- 年级: 2020\n",
    "- 专业: 智能科学与技术\n",
    "- 班级: 1班\n",
    "---\n",
    "\n",
    "- 诚信守则:  \n",
    "    - 我承诺该报告内容**为我个人书写非直接抄袭所得。**\n",
    "    - 我**可以解释答题思路并复现我的答案。**\n",
    "    - 如无法实现以上要求，**我愿意承担由此带来的后果。**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import io\n",
    "import matplotlib.pyplot  as plt\n",
    "import cv2 as cv\n",
    "monkey  =  io.imread(\"monkey.jpg\")  #  读RGB图:  monkey.jpg\n",
    "h,w,_  =  monkey.shape     #  获取monkey.jpg的  高h  和  宽w\n",
    "moon  =  io.imread(\"moon.jpg\")[0:h,0:w]    #读RGB图:  moon.jpg,  从左上角起，截取与monkey.jpg等大小部分\n",
    "avg  =  cv.imread(\"monkey.jpg\",0)#  获取猴图均值灰度图        \n",
    "b  = monkey@[0,0,1] #  获取猴图蓝色通道灰度图       \n",
    "mask  =b>avg*0.9 #  获取猴图中背景掩模（蓝色占主导，严格系数0.9）      \n",
    "monkey[mask]=moon[mask]                  \n",
    "plt.imshow(monkey,cmap='gray')#  调整子图位置\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png',  bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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